EDA Report

Dataset statistics

Number of variables	17
Number of observations	2111
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	9
Duplicate rows (%)	0.4%
Total size in memory	206.3 KiB
Average record size in memory	100.1 B

Variable types

Categorical	8
Numeric	9

Alerts

Dataset has 9 (0.4%) duplicate rows	Duplicates
`Gender` is highly overall correlated with `Height` and 1 other fields	High correlation
`Height` is highly overall correlated with `Gender`	High correlation
`Obesity` is highly overall correlated with `Gender` and 1 other fields	High correlation
`Weight` is highly overall correlated with `family_history`	High correlation
`family_history` is highly overall correlated with `Obesity` and 1 other fields	High correlation
`CAEC` is highly imbalanced (58.1%)	Imbalance
`SMOKE` is highly imbalanced (85.4%)	Imbalance
`SCC` is highly imbalanced (73.3%)	Imbalance
`MTRANS` is highly imbalanced (57.1%)	Imbalance
`FAF` has 411 (19.5%) zeros	Zeros
`TUE` has 557 (26.4%) zeros	Zeros
`Obesity` has 272 (12.9%) zeros	Zeros

Reproduction

Analysis started	2025-01-21 14:37:24.041558
Analysis finished	2025-01-21 14:37:43.686812
Duration	19.65 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

Gender
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

1	1068
0	1043

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1068	50.6%
0	1043	49.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1068	50.6%
0	1043	49.4%

Most occurring characters

Value	Count	Frequency (%)
1	1068	50.6%
0	1043	49.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1068	50.6%
0	1043	49.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1068	50.6%
0	1043	49.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1068	50.6%
0	1043	49.4%

Age
Real number (ℝ)

Distinct	1402
Distinct (%)	66.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.3126

Minimum	14
Maximum	61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	14
5-th percentile	17.891428
Q1	19.947192
median	22.77789
Q3	26
95-th percentile	38.09807
Maximum	61
Range	47
Interquartile range (IQR)	6.052808

Descriptive statistics

Standard deviation	6.3459683
Coefficient of variation (CV)	0.26101562
Kurtosis	2.826389
Mean	24.3126
Median Absolute Deviation (MAD)	3.22211
Skewness	1.5291004
Sum	51323.898
Variance	40.271313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	128	6.1%
26	101	4.8%
21	96	4.5%
23	89	4.2%
19	59	2.8%
20	48	2.3%
22	39	1.8%
17	30	1.4%
24	18	0.9%
25	16	0.8%
Other values (1392)	1487	70.4%

Value	Count	Frequency (%)
14	1	< 0.1%
15	1	< 0.1%
16	9	0.4%
16.093234	1	< 0.1%
16.129279	1	< 0.1%
16.172992	1	< 0.1%
16.198153	1	< 0.1%
16.240576	1	< 0.1%
16.270434	1	< 0.1%
16.30687	2	0.1%

Value	Count	Frequency (%)
61	1	< 0.1%
56	1	< 0.1%
55.24625	1	< 0.1%
55.137881	1	< 0.1%
55.022494	1	< 0.1%
55	2	0.1%
52	1	< 0.1%
51	1	< 0.1%
50.832559	1	< 0.1%
47.7061	1	< 0.1%

Height
Real number (ℝ)

High correlation

Distinct	1574
Distinct (%)	74.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7016774

Minimum	1.45
Maximum	1.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1.45
5-th percentile	1.5482905
Q1	1.63
median	1.700499
Q3	1.768464
95-th percentile	1.85
Maximum	1.98
Range	0.53
Interquartile range (IQR)	0.138464

Descriptive statistics

Standard deviation	0.09330482
Coefficient of variation (CV)	0.054831088
Kurtosis	-0.56294889
Mean	1.7016774
Median Absolute Deviation (MAD)	0.069769
Skewness	-0.012854646
Sum	3592.2409
Variance	0.0087057894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.7	60	2.8%
1.65	50	2.4%
1.6	43	2.0%
1.75	39	1.8%
1.62	36	1.7%
1.8	28	1.3%
1.72	19	0.9%
1.63	17	0.8%
1.67	16	0.8%
1.78	15	0.7%
Other values (1564)	1788	84.7%

Value	Count	Frequency (%)
1.45	1	< 0.1%
1.456346	1	< 0.1%
1.48	1	< 0.1%
1.481682	1	< 0.1%
1.483284	1	< 0.1%
1.486484	1	< 0.1%
1.489409	1	< 0.1%
1.491441	1	< 0.1%
1.498561	1	< 0.1%
1.5	13	0.6%

Value	Count	Frequency (%)
1.98	1	< 0.1%
1.975663	1	< 0.1%
1.947406	1	< 0.1%
1.942725	1	< 0.1%
1.931263	1	< 0.1%
1.930416	1	< 0.1%
1.93	2	0.1%
1.92	1	< 0.1%
1.919543	1	< 0.1%
1.918859	1	< 0.1%

Weight
Real number (ℝ)

High correlation

Distinct	1525
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.586058

Minimum	39
Maximum	173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	39
5-th percentile	48.5
Q1	65.473343
median	83
Q3	107.43068
95-th percentile	131.91615
Maximum	173
Range	134
Interquartile range (IQR)	41.957339

Descriptive statistics

Standard deviation	26.191172
Coefficient of variation (CV)	0.30248717
Kurtosis	-0.69989816
Mean	86.586058
Median Absolute Deviation (MAD)	21.735215
Skewness	0.2554105
Sum	182783.17
Variance	685.97748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	59	2.8%
70	43	2.0%
50	42	2.0%
75	40	1.9%
60	37	1.8%
65	26	1.2%
42	22	1.0%
90	20	0.9%
78	19	0.9%
45	18	0.9%
Other values (1515)	1785	84.6%

Value	Count	Frequency (%)
39	1	< 0.1%
39.101805	1	< 0.1%
39.371523	1	< 0.1%
39.695295	1	< 0.1%
39.850137	1	< 0.1%
40	1	< 0.1%
40.202773	1	< 0.1%
40.343463	1	< 0.1%
41.220175	1	< 0.1%
41.268597	1	< 0.1%

Value	Count	Frequency (%)
173	1	< 0.1%
165.057269	1	< 0.1%
160.935351	1	< 0.1%
160.639405	1	< 0.1%
155.872093	1	< 0.1%
155.242672	1	< 0.1%
154.618446	1	< 0.1%
153.959945	1	< 0.1%
153.149491	1	< 0.1%
152.720545	1	< 0.1%

family_history
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

1	1726
0	385

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	1726	81.8%
0	385	18.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1726	81.8%
0	385	18.2%

Most occurring characters

Value	Count	Frequency (%)
1	1726	81.8%
0	385	18.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1726	81.8%
0	385	18.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1726	81.8%
0	385	18.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1726	81.8%
0	385	18.2%

FAVC
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

1	1866
0	245

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	1866	88.4%
0	245	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1866	88.4%
0	245	11.6%

Most occurring characters

Value	Count	Frequency (%)
1	1866	88.4%
0	245	11.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1866	88.4%
0	245	11.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1866	88.4%
0	245	11.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1866	88.4%
0	245	11.6%

FCVC
Real number (ℝ)

Distinct	810
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4190431

Minimum	1
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1.5232145
Q1	2
median	2.385502
Q3	3
95-th percentile	3
Maximum	3
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.53392658
Coefficient of variation (CV)	0.2207181
Kurtosis	-0.6375459
Mean	2.4190431
Median Absolute Deviation (MAD)	0.385502
Skewness	-0.43290583
Sum	5106.5999
Variance	0.28507759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	652	30.9%
2	600	28.4%
1	33	1.6%
2.823179	2	0.1%
2.21498	2	0.1%
2.795086	2	0.1%
2.442536	2	0.1%
2.81646	2	0.1%
2.938031	2	0.1%
2.954996	2	0.1%
Other values (800)	812	38.5%

Value	Count	Frequency (%)
1	33	1.6%
1.003566	1	< 0.1%
1.005578	1	< 0.1%
1.00876	1	< 0.1%
1.031149	1	< 0.1%
1.036159	1	< 0.1%
1.036414	1	< 0.1%
1.052699	1	< 0.1%
1.053534	1	< 0.1%
1.063449	1	< 0.1%

Value	Count	Frequency (%)
3	652	30.9%
2.998441	1	< 0.1%
2.997951	1	< 0.1%
2.997524	1	< 0.1%
2.996717	1	< 0.1%
2.996186	1	< 0.1%
2.995599	1	< 0.1%
2.99448	1	< 0.1%
2.992329	1	< 0.1%
2.992205	1	< 0.1%

NCP
Real number (ℝ)

Distinct	635
Distinct (%)	30.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.685628

Minimum	1
Maximum	4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2.658738
median	3
Q3	3
95-th percentile	3.750881
Maximum	4
Range	3
Interquartile range (IQR)	0.341262

Descriptive statistics

Standard deviation	0.77803865
Coefficient of variation (CV)	0.28970454
Kurtosis	0.38552662
Mean	2.685628
Median Absolute Deviation (MAD)	0
Skewness	-1.1070973
Sum	5669.3608
Variance	0.60534414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	1203	57.0%
1	199	9.4%
4	69	3.3%
2.77684	2	0.1%
3.985442	2	0.1%
1.73762	2	0.1%
1.894384	2	0.1%
1.104642	2	0.1%
2.644692	2	0.1%
3.559841	2	0.1%
Other values (625)	626	29.7%

Value	Count	Frequency (%)
1	199	9.4%
1.000283	1	< 0.1%
1.000414	1	< 0.1%
1.00061	1	< 0.1%
1.001383	1	< 0.1%
1.001542	1	< 0.1%
1.001633	1	< 0.1%
1.005391	1	< 0.1%
1.009426	1	< 0.1%
1.010319	1	< 0.1%

Value	Count	Frequency (%)
4	69	3.3%
3.999591	1	< 0.1%
3.998766	1	< 0.1%
3.998618	1	< 0.1%
3.995957	1	< 0.1%
3.995147	1	< 0.1%
3.994588	1	< 0.1%
3.990925	1	< 0.1%
3.98955	1	< 0.1%
3.989492	1	< 0.1%

CAEC
Categorical

Imbalance

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

2	1765
1	242
0	53
3	51

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	1765	83.6%
1	242	11.5%
0	53	2.5%
3	51	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	1765	83.6%
1	242	11.5%
0	53	2.5%
3	51	2.4%

Most occurring characters

Value	Count	Frequency (%)
2	1765	83.6%
1	242	11.5%
0	53	2.5%
3	51	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	1765	83.6%
1	242	11.5%
0	53	2.5%
3	51	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	1765	83.6%
1	242	11.5%
0	53	2.5%
3	51	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	1765	83.6%
1	242	11.5%
0	53	2.5%
3	51	2.4%

SMOKE
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

0	2067
1	44

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2067	97.9%
1	44	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2067	97.9%
1	44	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	2067	97.9%
1	44	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2067	97.9%
1	44	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2067	97.9%
1	44	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2067	97.9%
1	44	2.1%

CH2O
Real number (ℝ)

Distinct	1268
Distinct (%)	60.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0080114

Minimum	1
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1.5848125
median	2
Q3	2.47742
95-th percentile	3
Maximum	3
Range	2
Interquartile range (IQR)	0.8926075

Descriptive statistics

Standard deviation	0.61295345
Coefficient of variation (CV)	0.30525397
Kurtosis	-0.87939461
Mean	2.0080114
Median Absolute Deviation (MAD)	0.452986
Skewness	-0.10491164
Sum	4238.9121
Variance	0.37571193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	448	21.2%
1	211	10.0%
3	162	7.7%
2.825629	3	0.1%
1.636326	3	0.1%
2.115967	2	0.1%
2.174248	2	0.1%
2.530035	2	0.1%
2.450069	2	0.1%
1.439962	2	0.1%
Other values (1258)	1274	60.4%

Value	Count	Frequency (%)
1	211	10.0%
1.000463	1	< 0.1%
1.000536	1	< 0.1%
1.000544	1	< 0.1%
1.000695	1	< 0.1%
1.001307	1	< 0.1%
1.001995	1	< 0.1%
1.002292	1	< 0.1%
1.003063	1	< 0.1%
1.003563	1	< 0.1%

Value	Count	Frequency (%)
3	162	7.7%
2.999495	1	< 0.1%
2.994515	1	< 0.1%
2.993448	1	< 0.1%
2.991671	1	< 0.1%
2.989389	1	< 0.1%
2.988771	1	< 0.1%
2.987718	1	< 0.1%
2.987406	1	< 0.1%
2.984323	1	< 0.1%

SCC
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

0	2015
1	96

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2015	95.5%
1	96	4.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2015	95.5%
1	96	4.5%

Most occurring characters

Value	Count	Frequency (%)
0	2015	95.5%
1	96	4.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2015	95.5%
1	96	4.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2015	95.5%
1	96	4.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2015	95.5%
1	96	4.5%

FAF
Real number (ℝ)

Zeros

Distinct	1190
Distinct (%)	56.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0102977

Minimum	0
Maximum	3
Zeros	411
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.124505
median	1
Q3	1.6666775
95-th percentile	2.677133
Maximum	3
Range	3
Interquartile range (IQR)	1.5421725

Descriptive statistics

Standard deviation	0.85059243
Coefficient of variation (CV)	0.84192257
Kurtosis	-0.62058776
Mean	1.0102977
Median Absolute Deviation (MAD)	0.804157
Skewness	0.49848961
Sum	2132.7384
Variance	0.72350748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	411	19.5%
1	234	11.1%
2	183	8.7%
3	75	3.6%
0.110174	2	0.1%
1.661556	2	0.1%
0.245354	2	0.1%
1.067817	2	0.1%
0.288032	2	0.1%
1.252472	2	0.1%
Other values (1180)	1196	56.7%

Value	Count	Frequency (%)
0	411	19.5%
9.6 × 10^-5	1	< 0.1%
0.000272	1	< 0.1%
0.000454	1	< 0.1%
0.001015	1	< 0.1%
0.001086	1	< 0.1%
0.001272	1	< 0.1%
0.001297	1	< 0.1%
0.00203	1	< 0.1%
0.00342	1	< 0.1%

Value	Count	Frequency (%)
3	75	3.6%
2.999918	1	< 0.1%
2.998981	1	< 0.1%
2.971832	1	< 0.1%
2.939733	1	< 0.1%
2.936551	1	< 0.1%
2.931527	1	< 0.1%
2.892922	2	0.1%
2.891986	1	< 0.1%
2.89118	1	< 0.1%

TUE
Real number (ℝ)

Zeros

Distinct	1129
Distinct (%)	53.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65786592

Minimum	0
Maximum	2
Zeros	557
Zeros (%)	26.4%
Negative	0
Negative (%)	0.0%
Memory size	16.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.62535
Q3	1
95-th percentile	2
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.60892726
Coefficient of variation (CV)	0.92560997
Kurtosis	-0.5486604
Mean	0.65786592
Median Absolute Deviation (MAD)	0.484872
Skewness	0.61850241
Sum	1388.755
Variance	0.37079241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	557	26.4%
1	292	13.8%
2	109	5.2%
0.630866	4	0.2%
1.119877	3	0.1%
0.0026	3	0.1%
0.009254	2	0.1%
0.8324	2	0.1%
1.36595	2	0.1%
0.828549	2	0.1%
Other values (1119)	1135	53.8%

Value	Count	Frequency (%)
0	557	26.4%
7.3 × 10^-5	1	< 0.1%
0.000355	1	< 0.1%
0.000436	1	< 0.1%
0.001096	1	< 0.1%
0.00133	1	< 0.1%
0.001337	1	< 0.1%
0.001518	1	< 0.1%
0.00159	1	< 0.1%
0.00164	1	< 0.1%

Value	Count	Frequency (%)
2	109	5.2%
1.99219	1	< 0.1%
1.990617	1	< 0.1%
1.983678	1	< 0.1%
1.980875	1	< 0.1%
1.978043	1	< 0.1%
1.972926	1	< 0.1%
1.97117	1	< 0.1%
1.969507	1	< 0.1%
1.967259	1	< 0.1%

CALC
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

2	1401
3	639
1	70
0	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	3
2nd row	2
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
2	1401	66.4%
3	639	30.3%
1	70	3.3%
0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	1401	66.4%
3	639	30.3%
1	70	3.3%
0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
2	1401	66.4%
3	639	30.3%
1	70	3.3%
0	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	1401	66.4%
3	639	30.3%
1	70	3.3%
0	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	1401	66.4%
3	639	30.3%
1	70	3.3%
0	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	1401	66.4%
3	639	30.3%
1	70	3.3%
0	1	< 0.1%

MTRANS
Categorical

Imbalance

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	119.7 KiB

3	1580
0	457
4	56
2	11
1	7

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2111
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	4
5th row	3

Common Values

Value	Count	Frequency (%)
3	1580	74.8%
0	457	21.6%
4	56	2.7%
2	11	0.5%
1	7	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	1580	74.8%
0	457	21.6%
4	56	2.7%
2	11	0.5%
1	7	0.3%

Most occurring characters

Value	Count	Frequency (%)
3	1580	74.8%
0	457	21.6%
4	56	2.7%
2	11	0.5%
1	7	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	1580	74.8%
0	457	21.6%
4	56	2.7%
2	11	0.5%
1	7	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	1580	74.8%
0	457	21.6%
4	56	2.7%
2	11	0.5%
1	7	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	1580	74.8%
0	457	21.6%
4	56	2.7%
2	11	0.5%
1	7	0.3%

Obesity
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0156324

Minimum	0
Maximum	6
Zeros	272
Zeros (%)	12.9%
Negative	0
Negative (%)	0.0%
Memory size	8.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.9520902
Coefficient of variation (CV)	0.64732365
Kurtosis	-1.1906523
Mean	3.0156324
Median Absolute Deviation (MAD)	2
Skewness	0.0067544491
Sum	6366
Variance	3.810656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	351	16.6%
4	324	15.3%
3	297	14.1%
5	290	13.7%
6	290	13.7%
1	287	13.6%
0	272	12.9%

Value	Count	Frequency (%)
0	272	12.9%
1	287	13.6%
2	351	16.6%
3	297	14.1%
4	324	15.3%
5	290	13.7%
6	290	13.7%

Value	Count	Frequency (%)
6	290	13.7%
5	290	13.7%
4	324	15.3%
3	297	14.1%
2	351	16.6%
1	287	13.6%
0	272	12.9%

	Age	CAEC	CALC	CH2O	FAF	FAVC	FCVC	Gender	Height	MTRANS	NCP	Obesity	SCC	SMOKE	TUE	Weight	family_history
Age	1.000	0.157	0.163	0.013	-0.208	0.138	0.062	0.196	-0.003	0.350	-0.106	0.284	0.141	0.178	-0.298	0.357	0.239
CAEC	0.157	1.000	0.098	0.183	0.117	0.193	0.130	0.131	0.151	0.095	0.167	0.352	0.160	0.046	0.133	0.318	0.349
CALC	0.163	0.098	1.000	0.107	0.111	0.137	0.099	0.033	0.098	0.095	0.121	0.225	0.055	0.104	0.138	0.219	0.012
CH2O	0.013	0.183	0.107	1.000	0.156	0.195	0.066	0.238	0.225	0.090	0.070	0.106	0.131	0.075	0.023	0.226	0.233
FAF	-0.208	0.117	0.111	0.156	1.000	0.156	0.028	0.265	0.326	0.115	0.145	-0.126	0.100	0.068	0.051	-0.044	0.159
FAVC	0.138	0.193	0.137	0.195	0.156	1.000	0.088	0.060	0.212	0.201	0.042	0.328	0.186	0.040	0.171	0.293	0.205
FCVC	0.062	0.130	0.099	0.066	0.028	0.088	1.000	0.347	-0.056	0.105	0.086	0.014	0.094	0.000	-0.088	0.208	0.121
Gender	0.196	0.131	0.033	0.238	0.265	0.060	0.347	1.000	0.616	0.162	0.162	0.556	0.098	0.035	0.131	0.396	0.099
Height	-0.003	0.151	0.098	0.225	0.326	0.212	-0.056	0.616	1.000	0.086	0.204	0.043	0.174	0.177	0.082	0.463	0.293
MTRANS	0.350	0.095	0.095	0.090	0.115	0.201	0.105	0.162	0.086	1.000	0.040	0.179	0.070	0.000	0.126	0.140	0.118
NCP	-0.106	0.167	0.121	0.070	0.145	0.042	0.086	0.162	0.204	0.040	1.000	-0.145	0.045	0.028	0.087	0.003	0.190
Obesity	0.284	0.352	0.225	0.106	-0.126	0.328	0.014	0.556	0.043	0.179	-0.145	1.000	0.235	0.111	-0.057	0.404	0.540
SCC	0.141	0.160	0.055	0.131	0.100	0.186	0.094	0.098	0.174	0.070	0.045	0.235	1.000	0.033	0.129	0.235	0.181
SMOKE	0.178	0.046	0.104	0.075	0.068	0.040	0.000	0.035	0.177	0.000	0.028	0.111	0.033	1.000	0.058	0.129	0.000
TUE	-0.298	0.133	0.138	0.023	0.051	0.171	-0.088	0.131	0.082	0.126	0.087	-0.057	0.129	0.058	1.000	-0.050	0.188
Weight	0.357	0.318	0.219	0.226	-0.044	0.293	0.208	0.396	0.463	0.140	0.003	0.404	0.235	0.129	-0.050	1.000	0.557
family_history	0.239	0.349	0.012	0.233	0.159	0.205	0.121	0.099	0.293	0.118	0.190	0.540	0.181	0.000	0.188	0.557	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Gender	Age	Height	Weight	family_history	FAVC	FCVC	NCP	CAEC	SMOKE	CH2O	SCC	FAF	TUE	CALC	MTRANS	Obesity
0	0	21.0	1.62	64.0	1	0	2.0	3.0	2	0	2.0	0	0.0	1.0	3	3	1
1	0	21.0	1.52	56.0	1	0	3.0	3.0	2	1	3.0	1	3.0	0.0	2	3	1
2	1	23.0	1.80	77.0	1	0	2.0	3.0	2	0	2.0	0	2.0	1.0	1	3	1
3	1	27.0	1.80	87.0	0	0	3.0	3.0	2	0	2.0	0	2.0	0.0	1	4	5
4	1	22.0	1.78	89.8	0	0	2.0	1.0	2	0	2.0	0	0.0	0.0	2	3	6
5	1	29.0	1.62	53.0	0	1	2.0	3.0	2	0	2.0	0	0.0	0.0	2	0	1
6	0	23.0	1.50	55.0	1	1	3.0	3.0	2	0	2.0	0	1.0	0.0	2	2	1
7	1	22.0	1.64	53.0	0	0	2.0	3.0	2	0	2.0	0	3.0	0.0	2	3	1
8	1	24.0	1.78	64.0	1	1	3.0	3.0	2	0	2.0	0	1.0	1.0	1	3	1
9	1	22.0	1.72	68.0	1	1	2.0	3.0	2	0	2.0	0	1.0	1.0	3	3	1

	Age	Height	Weight	family_history	FAVC	FCVC	NCP	CAEC	CH2O	FAF	TUE	CALC	MTRANS	Obesity
2101	25.722004	1.628470	107.218949	1	1	3.0	3.0	2	2.487070	0.067329	0.455823	2	3	4
2102	25.765628	1.627839	108.107360	1	1	3.0	3.0	2	2.320068	0.045246	0.413106	2	3	4
2103	21.016849	1.724268	133.033523	1	1	3.0	3.0	2	1.650612	1.537639	0.912457	2	3	4
2104	21.682367	1.732383	133.043941	1	1	3.0	3.0	2	1.610768	1.510398	0.931455	2	3	4
2105	21.285965	1.726920	131.335786	1	1	3.0	3.0	2	1.796267	1.728332	0.897924	2	3	4
2106	20.976842	1.710730	131.408528	1	1	3.0	3.0	2	1.728139	1.676269	0.906247	2	3	4
2107	21.982942	1.748584	133.742943	1	1	3.0	3.0	2	2.005130	1.341390	0.599270	2	3	4
2108	22.524036	1.752206	133.689352	1	1	3.0	3.0	2	2.054193	1.414209	0.646288	2	3	4
2109	24.361936	1.739450	133.346641	1	1	3.0	3.0	2	2.852339	1.139107	0.586035	2	3	4
2110	23.664709	1.738836	133.472641	1	1	3.0	3.0	2	2.863513	1.026452	0.714137	2	3	4

Most frequently occurring

	Gender	Age	Height	Weight	family_history	FAVC	FCVC	NCP	CAEC	CH2O	FAF	TUE	CALC	MTRANS	Obesity	# duplicates
7	1	21.0	1.62	70.0	0	1	2.0	1.0	3	3.0	1.0	0.0	2	3	5	15
3	0	21.0	1.52	42.0	0	1	3.0	1.0	1	1.0	0.0	0.0	2	3	0	4
0	0	16.0	1.66	58.0	0	0	2.0	1.0	2	1.0	0.0	1.0	3	4	1	2
1	0	18.0	1.62	55.0	1	1	2.0	3.0	1	1.0	1.0	1.0	3	3	1	2
2	0	21.0	1.52	42.0	0	0	3.0	1.0	1	1.0	0.0	0.0	2	3	0	2
4	0	22.0	1.69	65.0	1	1	2.0	3.0	2	2.0	1.0	1.0	2	3	1	2
5	0	25.0	1.57	55.0	0	1	2.0	1.0	2	2.0	2.0	0.0	2	3	1	2
6	1	18.0	1.72	53.0	1	1	2.0	3.0	2	2.0	0.0	2.0	2	3	0	2
8	1	22.0	1.74	75.0	1	1	3.0	3.0	1	1.0	1.0	0.0	3	0	1	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)